GoogleCloudAiplatformV1ModelEvaluationSliceSliceSliceSpecSliceConfig
import type { GoogleCloudAiplatformV1ModelEvaluationSliceSliceSliceSpecSliceConfig } from "https://googleapis.deno.dev/v1/aiplatform:v1.ts";
Specification message containing the config for this SliceSpec. When kind
is selected as value
and/or range
, only a single slice will be computed.
When all_values
is present, a separate slice will be computed for each
possible label/value for the corresponding key in config
. Examples, with
feature zip_code with values 12345, 23334, 88888 and feature country with
values "US", "Canada", "Mexico" in the dataset: Example 1: { "zip_code": {
"value": { "float_value": 12345.0 } } } A single slice for any data with
zip_code 12345 in the dataset. Example 2: { "zip_code": { "range": { "low":
12345, "high": 20000 } } } A single slice containing data where the zip_codes
between 12345 and 20000 For this example, data with the zip_code of 12345
will be in this slice. Example 3: { "zip_code": { "range": { "low": 10000,
"high": 20000 } }, "country": { "value": { "string_value": "US" } } } A
single slice containing data where the zip_codes between 10000 and 20000 has
the country "US". For this example, data with the zip_code of 12345 and
country "US" will be in this slice. Example 4: { "country": {"all_values": {
"value": true } } } Three slices are computed, one for each unique country in
the dataset. Example 5: { "country": { "all_values": { "value": true } },
"zip_code": { "value": { "float_value": 12345.0 } } } Three slices are
computed, one for each unique country in the dataset where the zip_code is
also 12345. For this example, data with zip_code 12345 and country "US" will
be in one slice, zip_code 12345 and country "Canada" in another slice, and
zip_code 12345 and country "Mexico" in another slice, totaling 3 slices.
§Properties
If all_values is set to true, then all possible labels of the keyed
feature will have another slice computed. Example:
{"all_values":{"value":true}}
A range of values for a numerical feature. Example:
{"range":{"low":10000.0,"high":50000.0}}
will capture 12345 and 23334 in
the slice.
A unique specific value for a given feature. Example: { "value": { "string_value": "12345" } }